cosmetic_process_optimisation.csv

Batch_ID,Formula_Type,Mixing_Temperature,Viscosity_cP,pH,Stability_Days
BATCH_001,Surfactant_Boosted,High_60C,2415.35,6.94,11
BATCH_002,Standard,Low_35C,2500.59,6.57,13
BATCH_003,Surfactant_Boosted,Low_35C,2013.79,6.84,17
BATCH_004,Surfactant_Boosted,High_60C,2398.89,7.12,10
BATCH_005,Standard,High_60C,2683.7,6.72,8
BATCH_006,Standard,High_60C,3007.6,6.81,13
BATCH_007,Surfactant_Boosted,Low_35C,1967.9,6.91,15
BATCH_008,Organic_Polymer,Low_35C,3438.47,6.46,21
BATCH_009,Surfactant_Boosted,Low_35C,2101.37,6.85,17
BATCH_010,Surfactant_Boosted,Low_35C,1916.57,6.98,14
BATCH_011,Surfactant_Boosted,Low_35C,2193.08,6.88,15
BATCH_012,Surfactant_Boosted,Low_35C,1967.17,6.85,17
BATCH_013,Standard,High_60C,2956.58,6.68,13
BATCH_014,Surfactant_Boosted,Low_35C,2480.87,6.85,16
BATCH_015,Organic_Polymer,Low_35C,3083.99,6.38,22
BATCH_016,Standard,Low_35C,2369.93,6.59,16
BATCH_017,Organic_Polymer,High_60C,3633.94,6.43,15
BATCH_018,Organic_Polymer,Low_35C,3117.47,6.36,22
BATCH_019,Organic_Polymer,Low_35C,3410.18,6.06,17
BATCH_020,Organic_Polymer,High_60C,3430.44,6.42,18
BATCH_021,Standard,Low_35C,2563.67,6.64,12
BATCH_022,Standard,Low_35C,2521.88,6.29,12
BATCH_023,Organic_Polymer,Low_35C,3431.8,6.16,21
BATCH_024,Organic_Polymer,Low_35C,3380.69,6.61,19
BATCH_025,Standard,Low_35C,2289.04,6.49,12
BATCH_026,Standard,High_60C,2946.58,6.61,10
BATCH_027,Standard,High_60C,2781.38,6.71,9
BATCH_028,Surfactant_Boosted,High_60C,2516.56,7.16,11
BATCH_029,Surfactant_Boosted,Low_35C,1961.09,6.82,17
BATCH_030,Surfactant_Boosted,Low_35C,2113.87,6.99,20
BATCH_031,Organic_Polymer,Low_35C,3334.64,6.08,21
BATCH_032,Surfactant_Boosted,High_60C,2407.7,7.13,14
BATCH_033,Organic_Polymer,Low_35C,3156.15,6.41,21
BATCH_034,Organic_Polymer,Low_35C,3209.41,6.25,20
BATCH_035,Surfactant_Boosted,High_60C,2403.59,7.13,15
BATCH_036,Organic_Polymer,Low_35C,3301.1,6.4,21
BATCH_037,Surfactant_Boosted,High_60C,2434.84,7.03,10
BATCH_038,Surfactant_Boosted,High_60C,2174.88,7.02,10
BATCH_039,Standard,High_60C,2794.05,6.52,6
BATCH_040,Surfactant_Boosted,Low_35C,2153.6,6.84,16
BATCH_041,Standard,Low_35C,2366.03,6.45,17
BATCH_042,Surfactant_Boosted,Low_35C,2119.28,6.98,13
BATCH_043,Surfactant_Boosted,Low_35C,2458.36,7.18,19
BATCH_044,Standard,Low_35C,2624.31,6.5,15
BATCH_045,Standard,Low_35C,2657.2,6.41,13
BATCH_046,Surfactant_Boosted,Low_35C,1849.63,6.78,19
BATCH_047,Organic_Polymer,High_60C,3549.86,6.25,16
BATCH_048,Standard,Low_35C,2258.17,6.64,17
BATCH_049,Organic_Polymer,High_60C,3656.59,6.55,12
BATCH_050,Organic_Polymer,Low_35C,3576.56,6.09,16
BATCH_051,Organic_Polymer,Low_35C,3264.39,6.48,19
BATCH_052,Standard,Low_35C,2360.11,6.31,14
BATCH_053,Organic_Polymer,High_60C,3300.76,6.1,18
BATCH_054,Standard,High_60C,2998.49,6.58,9
BATCH_055,Organic_Polymer,High_60C,3608.78,6.65,16
BATCH_056,Surfactant_Boosted,High_60C,2536.46,6.97,12
BATCH_057,Surfactant_Boosted,Low_35C,2197.07,6.92,12
BATCH_058,Standard,High_60C,2992.08,6.51,14
BATCH_059,Surfactant_Boosted,Low_35C,2203.03,6.91,17
BATCH_060,Surfactant_Boosted,Low_35C,2083.73,6.83,16
BATCH_061,Organic_Polymer,High_60C,3732.75,6.23,14
BATCH_062,Standard,High_60C,2746.68,6.74,13
BATCH_063,Organic_Polymer,High_60C,3654.3,6.39,14
BATCH_064,Organic_Polymer,High_60C,3731.51,6.38,14
BATCH_065,Organic_Polymer,High_60C,3331.85,6.12,14
BATCH_066,Organic_Polymer,High_60C,3774.29,6.53,14
BATCH_067,Organic_Polymer,High_60C,3538.81,6.34,15
BATCH_068,Organic_Polymer,High_60C,3739.64,6.22,17
BATCH_069,Organic_Polymer,Low_35C,3264.12,6.33,18
BATCH_070,Standard,High_60C,2708.04,6.89,12
BATCH_071,Surfactant_Boosted,High_60C,2131.19,6.93,14
BATCH_072,Organic_Polymer,Low_35C,3120.5,6.32,20
BATCH_073,Organic_Polymer,High_60C,3495.13,6.3,11
BATCH_074,Organic_Polymer,Low_35C,3565.56,6.15,21
BATCH_075,Organic_Polymer,Low_35C,3392.08,6.4,18
BATCH_076,Organic_Polymer,High_60C,3630.57,6.38,17
BATCH_077,Organic_Polymer,Low_35C,3473.15,6.13,18
BATCH_078,Surfactant_Boosted,Low_35C,2304.02,6.59,19
BATCH_079,Surfactant_Boosted,Low_35C,2054.65,6.9,15
BATCH_080,Organic_Polymer,Low_35C,3292.77,6.39,21
BATCH_081,Surfactant_Boosted,High_60C,2473.9,7.01,9
BATCH_082,Standard,Low_35C,2373.38,6.45,15
BATCH_083,Organic_Polymer,High_60C,3610.45,6.45,16
BATCH_084,Standard,Low_35C,2508.15,6.84,15
BATCH_085,Standard,Low_35C,2435.21,6.78,16
BATCH_086,Organic_Polymer,Low_35C,3572.41,6.18,21
BATCH_087,Surfactant_Boosted,Low_35C,1882.07,7.02,16
BATCH_088,Standard,High_60C,2596.74,6.75,6
BATCH_089,Organic_Polymer,High_60C,3313.09,6.35,16
BATCH_090,Standard,Low_35C,2645.58,6.61,17
BATCH_091,Standard,Low_35C,2605.04,6.48,14
BATCH_092,Standard,High_60C,2757.67,6.64,8
BATCH_093,Standard,Low_35C,2551.14,6.49,15
BATCH_094,Surfactant_Boosted,Low_35C,2141.81,6.53,14
BATCH_095,Standard,Low_35C,2483.71,6.49,15
BATCH_096,Standard,High_60C,2845.35,6.83,11
BATCH_097,Standard,High_60C,2753.05,6.36,7
BATCH_098,Surfactant_Boosted,High_60C,2480.32,7.16,15
BATCH_099,Standard,Low_35C,2375.82,6.45,14
BATCH_100,Standard,Low_35C,2807.11,6.52,17
BATCH_101,Surfactant_Boosted,High_60C,2425.5,7.17,14
BATCH_102,Surfactant_Boosted,High_60C,2424.91,6.85,11
BATCH_103,Surfactant_Boosted,High_60C,2623.36,7.13,11
BATCH_104,Standard,High_60C,2748.65,6.34,13
BATCH_105,Surfactant_Boosted,Low_35C,2232.91,6.88,16
BATCH_106,Surfactant_Boosted,High_60C,2074.37,6.93,15
BATCH_107,Standard,Low_35C,2647.23,6.55,14
BATCH_108,Surfactant_Boosted,High_60C,2519.46,6.96,9
BATCH_109,Standard,Low_35C,2499.07,6.56,16
BATCH_110,Organic_Polymer,High_60C,3383.82,6.28,15
BATCH_111,Surfactant_Boosted,High_60C,2234.81,7.07,13
BATCH_112,Organic_Polymer,High_60C,3556.4,6.61,14
BATCH_113,Standard,High_60C,2733.0,6.53,8
BATCH_114,Surfactant_Boosted,Low_35C,2016.15,6.68,16
BATCH_115,Standard,High_60C,2808.62,6.26,10
BATCH_116,Organic_Polymer,Low_35C,3306.32,6.28,21
BATCH_117,Standard,Low_35C,2627.7,6.41,13
BATCH_118,Surfactant_Boosted,Low_35C,2186.93,6.82,14
BATCH_119,Surfactant_Boosted,Low_35C,2456.12,6.85,15
BATCH_120,Organic_Polymer,High_60C,3271.18,6.43,13